{"version":"1.0","generated_at":"2026-09-27T14:55:53.950912","id":2128,"slug":"thinking-machines-bets-on-efficiency-over-size-with-its-second-model-inkling-small","title":"Thinking Machines押注效率而非规模，推出第二款模型Inkling Small","summary":"Thinking Machines发布开源推理模型Inkling Small，以不到三分之一的参数接近Inkling的性能，在多项测试中反超，且token效率大幅提升，定位为可微调的基础模型。","abstract":"Thinking Machines押注效率而非规模，推出第二款模型Inkling Small Thinking Machines发布开源推理模型Inkling Small，以不到三分之一的参数接近Inkling的性能，在多项测试中反超，且token效率大幅提升，定位为可微调的基础模型。 Thinking Machines发布开源推理模型Inkling Small，以不到三分之一的参数接近Inkling的性能，在多项测试中反超，且token效率大幅提升，定位为可微调的基础模型。 原贴提到：Thinking Machines, the AI lab from former OpenAI CTO Mira Murati, has re 来源：the-decoder.com Thinking Machines，这家由前OpenAI CTO Mira Murati创办的AI实验室，发布了Inkling Small。据Artificial Analysis称，这个开放权重推理模型在智能指数上得分为40，比Inkling（41）低1分，而参数不到其三之一（总参数2760亿，激活参数120亿）。AA表示，同等或更小规模的开源模型没有得分更高的。Inkling Small在多项编码和推理测试中胜过其更大的兄弟型号，包括Humanity's Last Exam（32%对30%）和GPQA Diamond（89%对87%）。它在基于智能体的任务和事实知识上表现落后，但token效率要高得多，每个任务平均输出24K个token，而Deepseek V4 Flash为45K，GPT-5.4 mini为…","access_level":"member","access_label":"免费阅读","access_mode":"full","is_preview":false,"canonical_url":"https://opc.beizhux.com/content/2128/thinking-machines-bets-on-efficiency-over-size-with-its-second-model-inkling-small","html_url":"https://opc.beizhux.com/content/2128/thinking-machines-bets-on-efficiency-over-size-with-its-second-model-inkling-small","json_url":"https://opc.beizhux.com/content/2128/thinking-machines-bets-on-efficiency-over-size-with-its-second-model-inkling-small.json","published_at":"2026-08-01T01:41:50","updated_at":"2026-09-27T14:08:03","category":{"slug":"ai-business","name":"AI小生意项目库"},"source":{"site":"the-decoder.com","author":"Matthias Bastian","url":"https://the-decoder.com/thinking-machines-bets-on-efficiency-over-size-with-its-second-model-inkling-small/"},"tags":["AI模型","Inkling Small","Mira Murati","Thinking Machines","开放权重","开源","开源权重","开源模型","推理","推理模型","效率","效率优先"],"topics":[{"slug":"ai-side-business","name":"AI副业","url":"https://opc.beizhux.com/topics/ai-side-business","reason":"这篇内容命中「项目、小生意、变现」等主题信号。"},{"slug":"ai-tools","name":"AI工具","url":"https://opc.beizhux.com/topics/ai-tools","reason":"这篇内容命中「模型」等主题信号。"},{"slug":"ai-super-individual","name":"AI超级个体","url":"https://opc.beizhux.com/topics/ai-super-individual","reason":"这篇内容命中「效率」等主题信号。"}],"keywords":["AI小生意项目库","AI副业","AI工具","AI超级个体","工具","自动化","模型","Cursor","Claude","智能体","工作流","副业"],"questions":[{"question":"Thinking Machines押注效率而非规模，推出第二款模型Inkling Small主要讲什么？","answer":"Thinking Machines发布开源推理模型Inkling Small，以不到三分之一的参数接近Inkling的性能，在多项测试中反超，且token效率大幅提升，定位为可微调的基础模型。"},{"question":"这篇文章最值得关注的要点是什么？","answer":"Thinking Machines发布开源推理模型Inkling Small，以不到三分之一的参数接近Inkling的性能，在多项测试中反超，且token效率大幅提升，定位为可微调的基础模型。；原贴提到：Thinking Machines, the AI lab from former OpenAI CTO Mira Murati, has re；来源：the-decoder.com"},{"question":"这篇文章和哪些AI专题相关？","answer":"它适合放在AI副业、AI工具、AI超级个体专题里阅读。 关联原因：这篇内容命中「项目、小生意、变现」等主题信号。；这篇内容命中「模型」等主题信号。；这篇内容命中「效率」等主题信号。"},{"question":"阅读这篇文章建议先理解哪些关键词？","answer":"建议先理解AI工具、工具、自动化、模型、Cursor这些关键词，再结合正文判断工具、机会或风险是否值得进入自己的工作流。"}],"terms":[{"slug":"ai-tools-term","name":"AI工具","definition":"在AI觉醒星球里，「AI工具」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 不只看工具热度，更看它能不能进入真实流程。","topic_slug":"ai-tools","topic_name":"AI工具","topic_title":"AI工具：模型、插件、自动化与实战场景","topic_url":"https://opc.beizhux.com/topics/ai-tools","topic_path":"/topics/ai-tools","url":"https://opc.beizhux.com/glossary/ai-tools-term","path":"/glossary/ai-tools-term","json_url":"https://opc.beizhux.com/glossary/ai-tools-term.json"},{"slug":"tools","name":"工具","definition":"在AI觉醒星球里，「工具」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 不只看工具热度，更看它能不能进入真实流程。","topic_slug":"ai-tools","topic_name":"AI工具","topic_title":"AI工具：模型、插件、自动化与实战场景","topic_url":"https://opc.beizhux.com/topics/ai-tools","topic_path":"/topics/ai-tools","url":"https://opc.beizhux.com/glossary/tools","path":"/glossary/tools","json_url":"https://opc.beizhux.com/glossary/tools.json"},{"slug":"automation","name":"自动化","definition":"在AI觉醒星球里，「自动化」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 不只看工具热度，更看它能不能进入真实流程。","topic_slug":"ai-tools","topic_name":"AI工具","topic_title":"AI工具：模型、插件、自动化与实战场景","topic_url":"https://opc.beizhux.com/topics/ai-tools","topic_path":"/topics/ai-tools","url":"https://opc.beizhux.com/glossary/automation","path":"/glossary/automation","json_url":"https://opc.beizhux.com/glossary/automation.json"},{"slug":"ai-model","name":"模型","definition":"在AI觉醒星球里，「模型」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 不只看工具热度，更看它能不能进入真实流程。","topic_slug":"ai-tools","topic_name":"AI工具","topic_title":"AI工具：模型、插件、自动化与实战场景","topic_url":"https://opc.beizhux.com/topics/ai-tools","topic_path":"/topics/ai-tools","url":"https://opc.beizhux.com/glossary/ai-model","path":"/glossary/ai-model","json_url":"https://opc.beizhux.com/glossary/ai-model.json"},{"slug":"cursor","name":"Cursor","definition":"在AI觉醒星球里，「Cursor」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 不只看工具热度，更看它能不能进入真实流程。","topic_slug":"ai-tools","topic_name":"AI工具","topic_title":"AI工具：模型、插件、自动化与实战场景","topic_url":"https://opc.beizhux.com/topics/ai-tools","topic_path":"/topics/ai-tools","url":"https://opc.beizhux.com/glossary/cursor","path":"/glossary/cursor","json_url":"https://opc.beizhux.com/glossary/cursor.json"},{"slug":"claude","name":"Claude","definition":"在AI觉醒星球里，「Claude」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 不只看工具热度，更看它能不能进入真实流程。","topic_slug":"ai-tools","topic_name":"AI工具","topic_title":"AI工具：模型、插件、自动化与实战场景","topic_url":"https://opc.beizhux.com/topics/ai-tools","topic_path":"/topics/ai-tools","url":"https://opc.beizhux.com/glossary/claude","path":"/glossary/claude","json_url":"https://opc.beizhux.com/glossary/claude.json"},{"slug":"ai-agent","name":"智能体","definition":"在AI觉醒星球里，「智能体」属于「Agent工作流」方向。聚合Agent、AI编程、Claude Code、Cursor、工作流自动化等内容，帮助你把智能体能力落到真实任务链路。 把智能体当成任务系统，而不是聊天窗口。","topic_slug":"agent-workflow","topic_name":"Agent工作流","topic_title":"Agent工作流：智能体、AI编程与自动化协作","topic_url":"https://opc.beizhux.com/topics/agent-workflow","topic_path":"/topics/agent-workflow","url":"https://opc.beizhux.com/glossary/ai-agent","path":"/glossary/ai-agent","json_url":"https://opc.beizhux.com/glossary/ai-agent.json"},{"slug":"workflow","name":"工作流","definition":"在AI觉醒星球里，「工作流」属于「Agent工作流」方向。聚合Agent、AI编程、Claude Code、Cursor、工作流自动化等内容，帮助你把智能体能力落到真实任务链路。 把智能体当成任务系统，而不是聊天窗口。","topic_slug":"agent-workflow","topic_name":"Agent工作流","topic_title":"Agent工作流：智能体、AI编程与自动化协作","topic_url":"https://opc.beizhux.com/topics/agent-workflow","topic_path":"/topics/agent-workflow","url":"https://opc.beizhux.com/glossary/workflow","path":"/glossary/workflow","json_url":"https://opc.beizhux.com/glossary/workflow.json"}],"preview_hidden_sections":[],"related_items":[{"id":3092,"title":"三分之二的 IT 领导者报告 AI 成果，但很少有人会为此打断 CEO 的假期","url":"https://opc.beizhux.com/content/3092/two-thirds-of-it-leaders-report-ai-results-but-few-would-interrupt-the-ceo-s-vacation-over-them","summary":"AI 泡沫争论的关键问题是 AI 实验室收入能否支撑数据中心建设。Azeem Azhar 分享轶事：约 160 名 IT 副总裁中三分之二有可衡量 AI 成果，但仅约八人认为成果好到能打断 CEO 暑假。企业 AI 回报仍缓慢且难在全经济层面记录，许多公司转向开放权重模型，BCG 调查显示约 70% CEO 有动力美…","access_level":"member"},{"id":3097,"title":"Nvidia 的 SoL-Pi 系统通过优化 harness 将近乎一半的编码 agent token 用量削减","url":"https://opc.beizhux.com/content/3097/nvidia-s-sol-pi-system-cuts-coding-agent-token-usage-nearly-in-half-by-optimizing-the-harness","summary":"Nvidia 论文提出 SoL-Pi，自动优化编码 agent 的控制层 harness。在 EdgeBench 上，token 用量下降 44.7% 到 49%，性能大致持平；按当前 API 价格估算，每小时可节省 4.36 到 13.50 美元。","access_level":"member"},{"id":3084,"title":"使用指标 API 新增拉取请求审查阶段","url":"https://opc.beizhux.com/content/3084/usage-metrics-api-adds-pull-request-review-stages","summary":"GitHub 在企业与组织仓库级 Copilot 使用指标中新增 pull_request_review_times 数组，把 PR 从准备审查到合并拆成三个阶段，分别给出中位数和 P90 耗时，帮助团队定位审查等待发生在哪里。","access_level":"member"}],"usage_policy":{"summarizable":true,"preferred_url":"https://opc.beizhux.com/content/2128/thinking-machines-bets-on-efficiency-over-size-with-its-second-model-inkling-small","private_fields_excluded":true}}